Ruler Analysis for Bee Project

Data / Results Summary / Appendex

Introduction

An important component of the starting phases of the Big-Bee project is the formulation of a consistent protocol for imaging specimens with labels. As part of this protocol, we needed to determine which measurement tool would be both accessible, accurate and precise for all participants. For this reason, we performed an initial assessment of five standard rulers using a microscope reticle as a comparison.

The five measurement were from four rulers which were available for purchase online. Example images from each ruler are shown below.

#Forestry Ruler which costs about $1.25
#Forensics Ruler which costs about $2
#Builders Ruler which costs about $35 (For this Ruler two measurements were taken to determine if specific calibration points, 1.5 and 3.5, yielded differences in accuracy on the same tool.
#Microscope slide ruler which costs about $14

Forestry Ruler

---

Forensics Ruler

---

Builders Ruler 1.5

---

Builders Ruler 3.5

---

Microscope Slide Ruler

Data

The (CSV file)[https://github.com/Big-Bee-Network/ruler-analysis/blob/main/bee_ruler_main.csv] for this analysis

The images used for this study are found here: https://ucsb.box.com/s/tvw67tqc4msiiae6aw0kaodpuilf3zld

Species used in this analysis ranged in body size and hariness. Those species are Lasioglossum incompletum (Halictidae), Lasioglossum sisymbrii (Halictidae), Osmia brevis (Megachilidae), Ceratina arizonensis (Apidae), Xylocopa varipuncta (Apidae), X. tabaniformis orpifex, Anthophora californica (Apidae), Hylaeus polifoli (Colletidae), Megachile fidelis (Megachilidae), Andrena chlorogaster (Andrenidae), Peponapis pruinosa (Apidae), Calliopsis sp. (Andrenidae), Bombus melanopygus, B. sonorus, B. vosnesenskii (Apidae), Agapostemon texanus (Halictidae), Sphecodes sp. (Halictidae), Augochlorella pomoniella (Halictidae), Xeromelecta californica (Apidae), Trachusa perdita (Megachilidae), Colletes sp. (Colletidae)

Analysis

For the analysis, three different individuals (Researchers) measured the intertegular span using Image J software and calibrating the software using the selected measurement tools. A microscope reticle was also used as a standard and all measurements were compared against this standard. Researchers also recorded hairiness (hairy, not hairy), pigment (light, dark), and size (tiny, very small, small, medium, large) characteristics because of their potential to affect measurement accuracy. Data was collected and then separated by Measurement type and Recorder. A paired analysis was then performed by finding the difference in measurement from each measurement tool relative to the standard (reticle) for each specimen. The variance of the resultant values were then analyzed for differences in sample mean and variance relative to zero (the mean and variance of the reticle values set to zero).

B_Rulers_complete <-read.csv("bee_ruler_main.csv")
B_Rulers0 <-subset(B_Rulers_complete, select = -c(8,13))
colnames(B_Rulers0)<-c("Barcode", "Recorder", "ForestryR", "ForensicsR", "MicroscopeR", "Builder1.5R", "Builder3.5R", "Red1x_Micro_R", "Pigment", "Hair", "Size")
B_Rulers_main <- B_Rulers0 %>%
  mutate(Forestry = ForestryR - Red1x_Micro_R, 
         Forensics = ForensicsR - Red1x_Micro_R, 
         Microscope = MicroscopeR - Red1x_Micro_R, 
         Builder1.5 = Builder1.5R - Red1x_Micro_R, 
         Builder3.5 = Builder3.5R - Red1x_Micro_R,
         Red1x_Micro = Red1x_Micro_R- Red1x_Micro_R) 

B_Rulers0.5 <-subset(B_Rulers_main, select = -c(3:7))
B_Rulers1 <- B_Rulers0.5[ , c("Barcode", "Recorder" , "Pigment" , "Hair", "Size", "Red1x_Micro", "Forestry", "Forensics", "Microscope", "Builder1.5", "Builder3.5")]
head(B_Rulers1)

##            Barcode Recorder  Pigment         Hair                         Size
## 1 UCSB-IZC00005866       AW  1- dark 0- not hairy                     2- small
## 2 UCSB-IZC00009088       AW 0- light     1- hairy                     4- large
## 3 UCSB-IZC00009810       AW  1- dark     1- hairy                    3- medium
## 4 UCSB-IZC00009824       AW  1- dark     1- hairy                     4- large
## 5 UCSB-IZC00010359       AW 0- light     1- hairy                    3- medium
## 6 UCSB-IZC00015111       AW 0- light     1- hairy 1- slightly larger than tiny
##   Red1x_Micro Forestry Forensics Microscope Builder1.5 Builder3.5
## 1           0    0.188     0.083      0.212      0.191      0.193
## 2           0   -0.006     0.285      0.300      0.216     -0.094
## 3           0    0.258     0.209      0.260      0.404     -0.084
## 4           0    0.991     1.027      1.105      1.198      1.160
## 5           0    0.781     0.845      0.648      0.668      0.692
## 6           0   -0.251    -0.207     -0.193     -0.024     -0.127

B_Rulers2<-pivot_longer(B_Rulers1, col=6:11, names_to="Type", values_to="Measurement")
head(B_Rulers2)

## # A tibble: 6 × 7
##   Barcode          Recorder Pigment Hair         Size     Type        Measurement
##   <chr>            <chr>    <chr>   <chr>        <chr>    <chr>             <dbl>
## 1 UCSB-IZC00005866 AW       1- dark 0- not hairy 2- small Red1x_Micro      0     
## 2 UCSB-IZC00005866 AW       1- dark 0- not hairy 2- small Forestry         0.188 
## 3 UCSB-IZC00005866 AW       1- dark 0- not hairy 2- small Forensics        0.0830
## 4 UCSB-IZC00005866 AW       1- dark 0- not hairy 2- small Microscope       0.212 
## 5 UCSB-IZC00005866 AW       1- dark 0- not hairy 2- small Builder1.5       0.191 
## 6 UCSB-IZC00005866 AW       1- dark 0- not hairy 2- small Builder3.5       0.193

Comparison of the variance and mean for all the data separated by measurement tool and the data of each researcher by measurement tool shows the deviance of each value from zero.

Kat<-subset(B_Rulers1, Recorder=="KS")
Zoe<-subset(B_Rulers1, Recorder=="ZW")
Adam<-subset(B_Rulers1, Recorder=="AW")
summary(B_Rulers1)

##    Barcode            Recorder           Pigment              Hair          
##  Length:66          Length:66          Length:66          Length:66         
##  Class :character   Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character   Mode  :character  
##                                                                             
##                                                                             
##                                                                             
##      Size            Red1x_Micro    Forestry          Forensics      
##  Length:66          Min.   :0    Min.   :-0.25400   Min.   :-0.3350  
##  Class :character   1st Qu.:0    1st Qu.:-0.00425   1st Qu.:-0.0380  
##  Mode  :character   Median :0    Median : 0.08600   Median : 0.0825  
##                     Mean   :0    Mean   : 0.18726   Mean   : 0.1597  
##                     3rd Qu.:0    3rd Qu.: 0.30075   3rd Qu.: 0.2770  
##                     Max.   :0    Max.   : 1.19600   Max.   : 1.0270  
##    Microscope         Builder1.5        Builder3.5     
##  Min.   :-0.19300   Min.   :-0.2330   Min.   :-0.2010  
##  1st Qu.:-0.03575   1st Qu.:-0.0175   1st Qu.:-0.0520  
##  Median : 0.08750   Median : 0.1185   Median : 0.1040  
##  Mean   : 0.17398   Mean   : 0.2052   Mean   : 0.2257  
##  3rd Qu.: 0.27400   3rd Qu.: 0.4020   3rd Qu.: 0.3650  
##  Max.   : 1.10500   Max.   : 1.1980   Max.   : 1.5470

summary(B_Rulers2)

##    Barcode            Recorder           Pigment              Hair          
##  Length:396         Length:396         Length:396         Length:396        
##  Class :character   Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character   Mode  :character  
##                                                                             
##                                                                             
##                                                                             
##      Size               Type            Measurement     
##  Length:396         Length:396         Min.   :-0.3350  
##  Class :character   Class :character   1st Qu.:-0.0015  
##  Mode  :character   Mode  :character   Median : 0.0400  
##                                        Mean   : 0.1586  
##                                        3rd Qu.: 0.2362  
##                                        Max.   : 1.5470

Mean1 <-c(mean(B_Rulers1$Forestry),mean(B_Rulers1$Forensics),mean(B_Rulers1$Microscope), mean(B_Rulers1$Builder1.5), mean(B_Rulers1$Builder3.5), mean(B_Rulers1$Red1x_Micro))
Variance1 <-c(var(B_Rulers1$Forestry), var(B_Rulers1$Forensics), var(B_Rulers1$Microscope), var(B_Rulers1$Builder1.5), var(B_Rulers1$Builder3.5), var(B_Rulers1$Red1x_Micro))
KatVar <- c(var(Kat[7]), var(Kat[8]), var(Kat[9]), var(Kat[10]), var(Kat[11]),var(Kat[6]))
ZoeVar<- c(var(Zoe[7]), var(Zoe[8]), var(Zoe[9]), var(Zoe[10]), var(Zoe[11]), var(Zoe[6]))
AdVar<- c(var(Adam[7]), var(Adam[8]), var(Adam[9]), var(Adam[10]), var(Adam[11]), var(Adam[6]))
Var_Cats <- matrix(c(Mean1, Variance1, KatVar, ZoeVar, AdVar), ncol=6, byrow=TRUE)
colnames(Var_Cats) <- c("Forestry", "Forensics", "Microscope", "Builder1.5", "Builder3.5", "Red1x_Micro")
rownames(Var_Cats) <- c('Mean', 'Variance','R1 Var','R2 Var','R3 Var')
var_cats <- as.table(Var_Cats)
var_cats

##            Forestry  Forensics Microscope Builder1.5 Builder3.5 Red1x_Micro
## Mean     0.18725758 0.15972727 0.17398485 0.20519697 0.22565152  0.00000000
## Variance 0.10343730 0.09939236 0.08975312 0.11734764 0.15311808  0.00000000
## R1 Var   0.10501127 0.10167235 0.09204817 0.12255775 0.16579517  0.00000000
## R2 Var   0.10501127 0.10167235 0.09204817 0.12255775 0.16579517  0.00000000
## R3 Var   0.10217157 0.10251076 0.09080128 0.11520190 0.12387314  0.00000000

Plotting the variation of measurement data from the standard by ruler type (Type) and by Recorder, there is some variation in mean and some variation in variance (Below: Purple line is standard). Plots showed minimal and inconsistent variance between researchers: no one researcher consistently over or under-estimated relative to the estimations of other researchers. Rather the estimations changed based on the measurement tool used. Measurement tools showed variation, also also minimal.

The affect of characteristics on variance of measurement indicated that variance relative to the standard increases as the size of the bee increases (Figures 4 and 5) and the presence of hair increases variance as well (Figures 6 and 7). These two factors may be confounded as bee hairiness affects the perception of bee size. Bee pigment did not consistently affect variance relative to the standard for the Recorder or by the measurement type (Figures 8 and 9).

Plot4 <-ggplot(data = B_Rulers2) + 
  geom_boxplot(data = B_Rulers2, aes(Type, Measurement, color = factor(Size)))
Plot4

Plot5 <-ggplot(data = B_Rulers2) + 
  geom_boxplot(data = B_Rulers2, aes(Recorder, Measurement, color = factor(Size)))
Plot5

Plot6 <-ggplot(data = B_Rulers2) + 
  geom_boxplot(data = B_Rulers2, aes(Type, Measurement, color = factor(Hair)))
Plot6

Plot7 <-ggplot(data = B_Rulers2) + 
  geom_boxplot(data = B_Rulers2, aes(Recorder, Measurement, color = factor(Hair)))
Plot7

Plot8 <-ggplot(data = B_Rulers2) + 
  geom_boxplot(data = B_Rulers2, aes(Type, Measurement, color = factor(Pigment)))
Plot8

Plot9 <-ggplot(data = B_Rulers2) + 
  geom_boxplot(data = B_Rulers2, aes(Recorder, Measurement, color = factor(Pigment)))
Plot9

These findings were substantiated with an ANOVA test using measurement type and recorder as factors in the resultant measurement values, and summarization of a GLM of the effects of measurement tool, recorder and bee body characteristics (Size, Hair, Pigment) and a semi-factorial assay of the interactions of these attributes (See line below). These results are initial and a secondary analysis with a larger sample size will be performed in the future. For now these results offer guidelines for analysis and estimation.

Results Summary

While the ANOVA indicated no significant variation from the standard based on Recorder (F value 2.53, P value 0.0809), there was a significant difference in measurement based on the measurement tool, or Type (F value 4.625, P value < 0.001) Additionally, based on the plots of the measurement data, we can see that there is marked reduction in outlier variance in the Microscope Reticule relative to the other measurement options.

The general linear model indicated that there was significant variance from the standard when the bee was hairy (P Value 0.00475) and when the bee was both large and dark or large and hairy for some recorders (dark and large P values <0.001 and dark and hairy P values <0.005 for two researcher).

Builders are more expensive rulers and do not offer clear decreased variance from the standard. Researchers reported liking the Forensics Ruler, Calibrator’s Microscope Ruler and the Builder’s Ruler. Researchers that reported liking the Builders Ruler had no preference in the 1.5 or 3.5 calibration markers. The Forestry Ruler was the least liked by Researchers.

In conclusion, the Microscope Ruler or Forensics Rulers are the best option as they are least expensive and were similar in performance to the Builders ruler.

Appendex

summary(aov(Measurement ~ Recorder, data = B_Rulers2))

##              Df Sum Sq Mean Sq F value Pr(>F)  
## Recorder      2   0.49 0.24645    2.53 0.0809 .
## Residuals   393  38.28 0.09739                 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

summary(aov(Measurement ~ Type, data = B_Rulers2))

##              Df Sum Sq Mean Sq F value   Pr(>F)    
## Type          5   2.17  0.4340   4.625 0.000411 ***
## Residuals   390  36.60  0.0938                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

BEES1 <-glm(Measurement ~ Recorder + Type + Pigment + Size + Hair + Pigment*Size*Hair + Recorder*Type + Type*Pigment + Type*Size + Type*Hair + Type*Hair*Size*Pigment+ Recorder*Size*Hair*Pigment, data = B_Rulers2)
summary(BEES1)

## 
## Call:
## glm(formula = Measurement ~ Recorder + Type + Pigment + Size + 
##     Hair + Pigment * Size * Hair + Recorder * Type + Type * Pigment + 
##     Type * Size + Type * Hair + Type * Hair * Size * Pigment + 
##     Recorder * Size * Hair * Pigment, data = B_Rulers2)
## 
## Deviance Residuals: 
##      Min        1Q    Median        3Q       Max  
## -0.69343  -0.07240  -0.00117   0.06554   0.93151  
## 
## Coefficients: (64 not defined because of singularities)
##                                                                                Estimate
## (Intercept)                                                                   3.937e-02
## RecorderKS                                                                   -8.855e-02
## RecorderZW                                                                   -8.855e-02
## TypeBuilder3.5                                                               -7.079e-02
## TypeForensics                                                                -1.209e-02
## TypeForestry                                                                 -4.758e-02
## TypeMicroscope                                                               -2.394e-03
## TypeRed1x_Micro                                                               6.264e-02
## Pigment1- dark                                                               -2.925e-02
## Size1- slightly larger than tiny                                              8.000e-03
## Size2- small                                                                  3.236e-02
## Size3- medium                                                                -2.256e-01
## Size4- large                                                                 -1.292e-01
## Hair1- hairy                                                                  5.220e-01
## Pigment1- dark:Size1- slightly larger than tiny                               8.750e-03
## Pigment1- dark:Size2- small                                                          NA
## Pigment1- dark:Size3- medium                                                  5.636e-02
## Pigment1- dark:Size4- large                                                   7.479e-01
## Pigment1- dark:Hair1- hairy                                                  -1.081e-01
## Size1- slightly larger than tiny:Hair1- hairy                                -6.000e-01
## Size2- small:Hair1- hairy                                                            NA
## Size3- medium:Hair1- hairy                                                           NA
## Size4- large:Hair1- hairy                                                            NA
## RecorderKS:TypeBuilder3.5                                                     9.818e-02
## RecorderZW:TypeBuilder3.5                                                     9.818e-02
## RecorderKS:TypeForensics                                                     -1.386e-02
## RecorderZW:TypeForensics                                                     -1.386e-02
## RecorderKS:TypeForestry                                                       4.236e-02
## RecorderZW:TypeForestry                                                       4.236e-02
## RecorderKS:TypeMicroscope                                                     9.091e-05
## RecorderZW:TypeMicroscope                                                     9.091e-05
## RecorderKS:TypeRed1x_Micro                                                   -6.445e-02
## RecorderZW:TypeRed1x_Micro                                                   -6.445e-02
## TypeBuilder3.5:Pigment1- dark                                                 4.250e-03
## TypeForensics:Pigment1- dark                                                  6.583e-03
## TypeForestry:Pigment1- dark                                                   1.333e-02
## TypeMicroscope:Pigment1- dark                                                 1.092e-02
## TypeRed1x_Micro:Pigment1- dark                                               -7.158e-02
## TypeBuilder3.5:Size1- slightly larger than tiny                              -2.367e-02
## TypeForensics:Size1- slightly larger than tiny                               -1.233e-02
## TypeForestry:Size1- slightly larger than tiny                                -3.800e-02
## TypeMicroscope:Size1- slightly larger than tiny                              -9.667e-03
## TypeRed1x_Micro:Size1- slightly larger than tiny                             -1.453e-01
## TypeBuilder3.5:Size2- small                                                   3.446e-01
## TypeForensics:Size2- small                                                   -1.583e-03
## TypeForestry:Size2- small                                                    -1.117e-02
## TypeMicroscope:Size2- small                                                  -6.125e-02
## TypeRed1x_Micro:Size2- small                                                 -1.217e-01
## TypeBuilder3.5:Size3- medium                                                  2.600e-02
## TypeForensics:Size3- medium                                                   3.000e-02
## TypeForestry:Size3- medium                                                    9.267e-02
## TypeMicroscope:Size3- medium                                                  2.733e-02
## TypeRed1x_Micro:Size3- medium                                                 1.043e-01
## TypeBuilder3.5:Size4- large                                                   1.150e-01
## TypeForensics:Size4- large                                                   -5.183e-02
## TypeForestry:Size4- large                                                     2.224e-01
## TypeMicroscope:Size4- large                                                   4.167e-02
## TypeRed1x_Micro:Size4- large                                                 -9.689e-02
## TypeBuilder3.5:Hair1- hairy                                                  -5.000e-02
## TypeForensics:Hair1- hairy                                                   -5.600e-02
## TypeForestry:Hair1- hairy                                                    -9.022e-02
## TypeMicroscope:Hair1- hairy                                                  -2.900e-02
## TypeRed1x_Micro:Hair1- hairy                                                 -3.738e-01
## RecorderKS:Size1- slightly larger than tiny                                   2.060e-01
## RecorderZW:Size1- slightly larger than tiny                                   2.060e-01
## RecorderKS:Size2- small                                                       1.341e-01
## RecorderZW:Size2- small                                                       1.341e-01
## RecorderKS:Size3- medium                                                      1.818e-01
## RecorderZW:Size3- medium                                                      1.818e-01
## RecorderKS:Size4- large                                                       3.392e-01
## RecorderZW:Size4- large                                                       3.392e-01
## RecorderKS:Hair1- hairy                                                      -2.223e-01
## RecorderZW:Hair1- hairy                                                      -2.223e-01
## RecorderKS:Pigment1- dark                                                     1.512e-01
## RecorderZW:Pigment1- dark                                                     1.512e-01
## Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy                         NA
## Pigment1- dark:Size2- small:Hair1- hairy                                             NA
## Pigment1- dark:Size3- medium:Hair1- hairy                                            NA
## Pigment1- dark:Size4- large:Hair1- hairy                                             NA
## TypeBuilder3.5:Size1- slightly larger than tiny:Hair1- hairy                 -2.000e-03
## TypeForensics:Size1- slightly larger than tiny:Hair1- hairy                  -3.333e-02
## TypeForestry:Size1- slightly larger than tiny:Hair1- hairy                    7.222e-03
## TypeMicroscope:Size1- slightly larger than tiny:Hair1- hairy                 -1.193e-01
## TypeRed1x_Micro:Size1- slightly larger than tiny:Hair1- hairy                 4.274e-01
## TypeBuilder3.5:Size2- small:Hair1- hairy                                             NA
## TypeForensics:Size2- small:Hair1- hairy                                              NA
## TypeForestry:Size2- small:Hair1- hairy                                               NA
## TypeMicroscope:Size2- small:Hair1- hairy                                             NA
## TypeRed1x_Micro:Size2- small:Hair1- hairy                                            NA
## TypeBuilder3.5:Size3- medium:Hair1- hairy                                            NA
## TypeForensics:Size3- medium:Hair1- hairy                                             NA
## TypeForestry:Size3- medium:Hair1- hairy                                              NA
## TypeMicroscope:Size3- medium:Hair1- hairy                                            NA
## TypeRed1x_Micro:Size3- medium:Hair1- hairy                                           NA
## TypeBuilder3.5:Size4- large:Hair1- hairy                                             NA
## TypeForensics:Size4- large:Hair1- hairy                                              NA
## TypeForestry:Size4- large:Hair1- hairy                                               NA
## TypeMicroscope:Size4- large:Hair1- hairy                                             NA
## TypeRed1x_Micro:Size4- large:Hair1- hairy                                            NA
## TypeBuilder3.5:Pigment1- dark:Hair1- hairy                                   -4.767e-02
## TypeForensics:Pigment1- dark:Hair1- hairy                                    -2.144e-02
## TypeForestry:Pigment1- dark:Hair1- hairy                                     -2.447e-01
## TypeMicroscope:Pigment1- dark:Hair1- hairy                                   -2.569e-01
## TypeRed1x_Micro:Pigment1- dark:Hair1- hairy                                  -3.382e-01
## TypeBuilder3.5:Pigment1- dark:Size1- slightly larger than tiny               -6.750e-03
## TypeForensics:Pigment1- dark:Size1- slightly larger than tiny                 1.092e-02
## TypeForestry:Pigment1- dark:Size1- slightly larger than tiny                 -6.333e-03
## TypeMicroscope:Pigment1- dark:Size1- slightly larger than tiny               -3.992e-02
## TypeRed1x_Micro:Pigment1- dark:Size1- slightly larger than tiny               1.126e-01
## TypeBuilder3.5:Pigment1- dark:Size2- small                                           NA
## TypeForensics:Pigment1- dark:Size2- small                                            NA
## TypeForestry:Pigment1- dark:Size2- small                                             NA
## TypeMicroscope:Pigment1- dark:Size2- small                                           NA
## TypeRed1x_Micro:Pigment1- dark:Size2- small                                          NA
## TypeBuilder3.5:Pigment1- dark:Size3- medium                                   1.842e-02
## TypeForensics:Pigment1- dark:Size3- medium                                   -3.125e-02
## TypeForestry:Pigment1- dark:Size3- medium                                     9.767e-02
## TypeMicroscope:Pigment1- dark:Size3- medium                                   8.342e-02
## TypeRed1x_Micro:Pigment1- dark:Size3- medium                                  1.416e-01
## TypeBuilder3.5:Pigment1- dark:Size4- large                                   -2.917e-03
## TypeForensics:Pigment1- dark:Size4- large                                     1.337e-01
## TypeForestry:Pigment1- dark:Size4- large                                      1.188e-01
## TypeMicroscope:Pigment1- dark:Size4- large                                    2.233e-01
## TypeRed1x_Micro:Pigment1- dark:Size4- large                                   1.361e-01
## RecorderKS:Size1- slightly larger than tiny:Hair1- hairy                      2.588e-01
## RecorderZW:Size1- slightly larger than tiny:Hair1- hairy                      2.588e-01
## RecorderKS:Size2- small:Hair1- hairy                                                 NA
## RecorderZW:Size2- small:Hair1- hairy                                                 NA
## RecorderKS:Size3- medium:Hair1- hairy                                                NA
## RecorderZW:Size3- medium:Hair1- hairy                                                NA
## RecorderKS:Size4- large:Hair1- hairy                                                 NA
## RecorderZW:Size4- large:Hair1- hairy                                                 NA
## RecorderKS:Pigment1- dark:Size1- slightly larger than tiny                   -1.820e-01
## RecorderZW:Pigment1- dark:Size1- slightly larger than tiny                   -1.820e-01
## RecorderKS:Pigment1- dark:Size2- small                                               NA
## RecorderZW:Pigment1- dark:Size2- small                                               NA
## RecorderKS:Pigment1- dark:Size3- medium                                      -2.969e-01
## RecorderZW:Pigment1- dark:Size3- medium                                      -2.969e-01
## RecorderKS:Pigment1- dark:Size4- large                                       -1.326e+00
## RecorderZW:Pigment1- dark:Size4- large                                       -1.326e+00
## RecorderKS:Pigment1- dark:Hair1- hairy                                        6.694e-01
## RecorderZW:Pigment1- dark:Hair1- hairy                                        6.694e-01
## TypeBuilder3.5:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy          NA
## TypeForensics:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy           NA
## TypeForestry:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy            NA
## TypeMicroscope:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy          NA
## TypeRed1x_Micro:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy         NA
## TypeBuilder3.5:Pigment1- dark:Size2- small:Hair1- hairy                              NA
## TypeForensics:Pigment1- dark:Size2- small:Hair1- hairy                               NA
## TypeForestry:Pigment1- dark:Size2- small:Hair1- hairy                                NA
## TypeMicroscope:Pigment1- dark:Size2- small:Hair1- hairy                              NA
## TypeRed1x_Micro:Pigment1- dark:Size2- small:Hair1- hairy                             NA
## TypeBuilder3.5:Pigment1- dark:Size3- medium:Hair1- hairy                             NA
## TypeForensics:Pigment1- dark:Size3- medium:Hair1- hairy                              NA
## TypeForestry:Pigment1- dark:Size3- medium:Hair1- hairy                               NA
## TypeMicroscope:Pigment1- dark:Size3- medium:Hair1- hairy                             NA
## TypeRed1x_Micro:Pigment1- dark:Size3- medium:Hair1- hairy                            NA
## TypeBuilder3.5:Pigment1- dark:Size4- large:Hair1- hairy                              NA
## TypeForensics:Pigment1- dark:Size4- large:Hair1- hairy                               NA
## TypeForestry:Pigment1- dark:Size4- large:Hair1- hairy                                NA
## TypeMicroscope:Pigment1- dark:Size4- large:Hair1- hairy                              NA
## TypeRed1x_Micro:Pigment1- dark:Size4- large:Hair1- hairy                             NA
## RecorderKS:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy              NA
## RecorderZW:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy              NA
## RecorderKS:Pigment1- dark:Size2- small:Hair1- hairy                                  NA
## RecorderZW:Pigment1- dark:Size2- small:Hair1- hairy                                  NA
## RecorderKS:Pigment1- dark:Size3- medium:Hair1- hairy                                 NA
## RecorderZW:Pigment1- dark:Size3- medium:Hair1- hairy                                 NA
## RecorderKS:Pigment1- dark:Size4- large:Hair1- hairy                                  NA
## RecorderZW:Pigment1- dark:Size4- large:Hair1- hairy                                  NA
##                                                                              Std. Error
## (Intercept)                                                                   1.633e-01
## RecorderKS                                                                    1.524e-01
## RecorderZW                                                                    1.524e-01
## TypeBuilder3.5                                                                2.032e-01
## TypeForensics                                                                 2.032e-01
## TypeForestry                                                                  2.032e-01
## TypeMicroscope                                                                2.032e-01
## TypeRed1x_Micro                                                               2.032e-01
## Pigment1- dark                                                                1.776e-01
## Size1- slightly larger than tiny                                              2.247e-01
## Size2- small                                                                  1.376e-01
## Size3- medium                                                                 2.247e-01
## Size4- large                                                                  2.674e-01
## Hair1- hairy                                                                  1.835e-01
## Pigment1- dark:Size1- slightly larger than tiny                               2.635e-01
## Pigment1- dark:Size2- small                                                          NA
## Pigment1- dark:Size3- medium                                                  2.864e-01
## Pigment1- dark:Size4- large                                                   3.698e-01
## Pigment1- dark:Hair1- hairy                                                   2.594e-01
## Size1- slightly larger than tiny:Hair1- hairy                                 2.901e-01
## Size2- small:Hair1- hairy                                                            NA
## Size3- medium:Hair1- hairy                                                           NA
## Size4- large:Hair1- hairy                                                            NA
## RecorderKS:TypeBuilder3.5                                                     1.016e-01
## RecorderZW:TypeBuilder3.5                                                     1.016e-01
## RecorderKS:TypeForensics                                                      1.016e-01
## RecorderZW:TypeForensics                                                      1.016e-01
## RecorderKS:TypeForestry                                                       1.016e-01
## RecorderZW:TypeForestry                                                       1.016e-01
## RecorderKS:TypeMicroscope                                                     1.016e-01
## RecorderZW:TypeMicroscope                                                     1.016e-01
## RecorderKS:TypeRed1x_Micro                                                    1.016e-01
## RecorderZW:TypeRed1x_Micro                                                    1.016e-01
## TypeBuilder3.5:Pigment1- dark                                                 2.176e-01
## TypeForensics:Pigment1- dark                                                  2.176e-01
## TypeForestry:Pigment1- dark                                                   2.176e-01
## TypeMicroscope:Pigment1- dark                                                 2.176e-01
## TypeRed1x_Micro:Pigment1- dark                                                2.176e-01
## TypeBuilder3.5:Size1- slightly larger than tiny                               2.752e-01
## TypeForensics:Size1- slightly larger than tiny                                2.752e-01
## TypeForestry:Size1- slightly larger than tiny                                 2.752e-01
## TypeMicroscope:Size1- slightly larger than tiny                               2.752e-01
## TypeRed1x_Micro:Size1- slightly larger than tiny                              2.752e-01
## TypeBuilder3.5:Size2- small                                                   1.685e-01
## TypeForensics:Size2- small                                                    1.685e-01
## TypeForestry:Size2- small                                                     1.685e-01
## TypeMicroscope:Size2- small                                                   1.685e-01
## TypeRed1x_Micro:Size2- small                                                  1.685e-01
## TypeBuilder3.5:Size3- medium                                                  2.752e-01
## TypeForensics:Size3- medium                                                   2.752e-01
## TypeForestry:Size3- medium                                                    2.752e-01
## TypeMicroscope:Size3- medium                                                  2.752e-01
## TypeRed1x_Micro:Size3- medium                                                 2.752e-01
## TypeBuilder3.5:Size4- large                                                   3.275e-01
## TypeForensics:Size4- large                                                    3.275e-01
## TypeForestry:Size4- large                                                     3.275e-01
## TypeMicroscope:Size4- large                                                   3.275e-01
## TypeRed1x_Micro:Size4- large                                                  3.275e-01
## TypeBuilder3.5:Hair1- hairy                                                   2.247e-01
## TypeForensics:Hair1- hairy                                                    2.247e-01
## TypeForestry:Hair1- hairy                                                     2.247e-01
## TypeMicroscope:Hair1- hairy                                                   2.247e-01
## TypeRed1x_Micro:Hair1- hairy                                                  2.247e-01
## RecorderKS:Size1- slightly larger than tiny                                   1.946e-01
## RecorderZW:Size1- slightly larger than tiny                                   1.946e-01
## RecorderKS:Size2- small                                                       1.192e-01
## RecorderZW:Size2- small                                                       1.192e-01
## RecorderKS:Size3- medium                                                      1.946e-01
## RecorderZW:Size3- medium                                                      1.946e-01
## RecorderKS:Size4- large                                                       2.316e-01
## RecorderZW:Size4- large                                                       2.316e-01
## RecorderKS:Hair1- hairy                                                       1.589e-01
## RecorderZW:Hair1- hairy                                                       1.589e-01
## RecorderKS:Pigment1- dark                                                     1.538e-01
## RecorderZW:Pigment1- dark                                                     1.538e-01
## Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy                         NA
## Pigment1- dark:Size2- small:Hair1- hairy                                             NA
## Pigment1- dark:Size3- medium:Hair1- hairy                                            NA
## Pigment1- dark:Size4- large:Hair1- hairy                                             NA
## TypeBuilder3.5:Size1- slightly larger than tiny:Hair1- hairy                  3.553e-01
## TypeForensics:Size1- slightly larger than tiny:Hair1- hairy                   3.553e-01
## TypeForestry:Size1- slightly larger than tiny:Hair1- hairy                    3.553e-01
## TypeMicroscope:Size1- slightly larger than tiny:Hair1- hairy                  3.553e-01
## TypeRed1x_Micro:Size1- slightly larger than tiny:Hair1- hairy                 3.553e-01
## TypeBuilder3.5:Size2- small:Hair1- hairy                                             NA
## TypeForensics:Size2- small:Hair1- hairy                                              NA
## TypeForestry:Size2- small:Hair1- hairy                                               NA
## TypeMicroscope:Size2- small:Hair1- hairy                                             NA
## TypeRed1x_Micro:Size2- small:Hair1- hairy                                            NA
## TypeBuilder3.5:Size3- medium:Hair1- hairy                                            NA
## TypeForensics:Size3- medium:Hair1- hairy                                             NA
## TypeForestry:Size3- medium:Hair1- hairy                                              NA
## TypeMicroscope:Size3- medium:Hair1- hairy                                            NA
## TypeRed1x_Micro:Size3- medium:Hair1- hairy                                           NA
## TypeBuilder3.5:Size4- large:Hair1- hairy                                             NA
## TypeForensics:Size4- large:Hair1- hairy                                              NA
## TypeForestry:Size4- large:Hair1- hairy                                               NA
## TypeMicroscope:Size4- large:Hair1- hairy                                             NA
## TypeRed1x_Micro:Size4- large:Hair1- hairy                                            NA
## TypeBuilder3.5:Pigment1- dark:Hair1- hairy                                    3.178e-01
## TypeForensics:Pigment1- dark:Hair1- hairy                                     3.178e-01
## TypeForestry:Pigment1- dark:Hair1- hairy                                      3.178e-01
## TypeMicroscope:Pigment1- dark:Hair1- hairy                                    3.178e-01
## TypeRed1x_Micro:Pigment1- dark:Hair1- hairy                                   3.178e-01
## TypeBuilder3.5:Pigment1- dark:Size1- slightly larger than tiny                3.227e-01
## TypeForensics:Pigment1- dark:Size1- slightly larger than tiny                 3.227e-01
## TypeForestry:Pigment1- dark:Size1- slightly larger than tiny                  3.227e-01
## TypeMicroscope:Pigment1- dark:Size1- slightly larger than tiny                3.227e-01
## TypeRed1x_Micro:Pigment1- dark:Size1- slightly larger than tiny               3.227e-01
## TypeBuilder3.5:Pigment1- dark:Size2- small                                           NA
## TypeForensics:Pigment1- dark:Size2- small                                            NA
## TypeForestry:Pigment1- dark:Size2- small                                             NA
## TypeMicroscope:Pigment1- dark:Size2- small                                           NA
## TypeRed1x_Micro:Pigment1- dark:Size2- small                                          NA
## TypeBuilder3.5:Pigment1- dark:Size3- medium                                   3.508e-01
## TypeForensics:Pigment1- dark:Size3- medium                                    3.508e-01
## TypeForestry:Pigment1- dark:Size3- medium                                     3.508e-01
## TypeMicroscope:Pigment1- dark:Size3- medium                                   3.508e-01
## TypeRed1x_Micro:Pigment1- dark:Size3- medium                                  3.508e-01
## TypeBuilder3.5:Pigment1- dark:Size4- large                                    4.529e-01
## TypeForensics:Pigment1- dark:Size4- large                                     4.529e-01
## TypeForestry:Pigment1- dark:Size4- large                                      4.529e-01
## TypeMicroscope:Pigment1- dark:Size4- large                                    4.529e-01
## TypeRed1x_Micro:Pigment1- dark:Size4- large                                   4.529e-01
## RecorderKS:Size1- slightly larger than tiny:Hair1- hairy                      2.512e-01
## RecorderZW:Size1- slightly larger than tiny:Hair1- hairy                      2.512e-01
## RecorderKS:Size2- small:Hair1- hairy                                                 NA
## RecorderZW:Size2- small:Hair1- hairy                                                 NA
## RecorderKS:Size3- medium:Hair1- hairy                                                NA
## RecorderZW:Size3- medium:Hair1- hairy                                                NA
## RecorderKS:Size4- large:Hair1- hairy                                                 NA
## RecorderZW:Size4- large:Hair1- hairy                                                 NA
## RecorderKS:Pigment1- dark:Size1- slightly larger than tiny                    2.282e-01
## RecorderZW:Pigment1- dark:Size1- slightly larger than tiny                    2.282e-01
## RecorderKS:Pigment1- dark:Size2- small                                               NA
## RecorderZW:Pigment1- dark:Size2- small                                               NA
## RecorderKS:Pigment1- dark:Size3- medium                                       2.480e-01
## RecorderZW:Pigment1- dark:Size3- medium                                       2.480e-01
## RecorderKS:Pigment1- dark:Size4- large                                        3.202e-01
## RecorderZW:Pigment1- dark:Size4- large                                        3.202e-01
## RecorderKS:Pigment1- dark:Hair1- hairy                                        2.247e-01
## RecorderZW:Pigment1- dark:Hair1- hairy                                        2.247e-01
## TypeBuilder3.5:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy          NA
## TypeForensics:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy           NA
## TypeForestry:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy            NA
## TypeMicroscope:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy          NA
## TypeRed1x_Micro:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy         NA
## TypeBuilder3.5:Pigment1- dark:Size2- small:Hair1- hairy                              NA
## TypeForensics:Pigment1- dark:Size2- small:Hair1- hairy                               NA
## TypeForestry:Pigment1- dark:Size2- small:Hair1- hairy                                NA
## TypeMicroscope:Pigment1- dark:Size2- small:Hair1- hairy                              NA
## TypeRed1x_Micro:Pigment1- dark:Size2- small:Hair1- hairy                             NA
## TypeBuilder3.5:Pigment1- dark:Size3- medium:Hair1- hairy                             NA
## TypeForensics:Pigment1- dark:Size3- medium:Hair1- hairy                              NA
## TypeForestry:Pigment1- dark:Size3- medium:Hair1- hairy                               NA
## TypeMicroscope:Pigment1- dark:Size3- medium:Hair1- hairy                             NA
## TypeRed1x_Micro:Pigment1- dark:Size3- medium:Hair1- hairy                            NA
## TypeBuilder3.5:Pigment1- dark:Size4- large:Hair1- hairy                              NA
## TypeForensics:Pigment1- dark:Size4- large:Hair1- hairy                               NA
## TypeForestry:Pigment1- dark:Size4- large:Hair1- hairy                                NA
## TypeMicroscope:Pigment1- dark:Size4- large:Hair1- hairy                              NA
## TypeRed1x_Micro:Pigment1- dark:Size4- large:Hair1- hairy                             NA
## RecorderKS:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy              NA
## RecorderZW:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy              NA
## RecorderKS:Pigment1- dark:Size2- small:Hair1- hairy                                  NA
## RecorderZW:Pigment1- dark:Size2- small:Hair1- hairy                                  NA
## RecorderKS:Pigment1- dark:Size3- medium:Hair1- hairy                                 NA
## RecorderZW:Pigment1- dark:Size3- medium:Hair1- hairy                                 NA
## RecorderKS:Pigment1- dark:Size4- large:Hair1- hairy                                  NA
## RecorderZW:Pigment1- dark:Size4- large:Hair1- hairy                                  NA
##                                                                              t value
## (Intercept)                                                                    0.241
## RecorderKS                                                                    -0.581
## RecorderZW                                                                    -0.581
## TypeBuilder3.5                                                                -0.348
## TypeForensics                                                                 -0.059
## TypeForestry                                                                  -0.234
## TypeMicroscope                                                                -0.012
## TypeRed1x_Micro                                                                0.308
## Pigment1- dark                                                                -0.165
## Size1- slightly larger than tiny                                               0.036
## Size2- small                                                                   0.235
## Size3- medium                                                                 -1.004
## Size4- large                                                                  -0.483
## Hair1- hairy                                                                   2.845
## Pigment1- dark:Size1- slightly larger than tiny                                0.033
## Pigment1- dark:Size2- small                                                       NA
## Pigment1- dark:Size3- medium                                                   0.197
## Pigment1- dark:Size4- large                                                    2.023
## Pigment1- dark:Hair1- hairy                                                   -0.417
## Size1- slightly larger than tiny:Hair1- hairy                                 -2.068
## Size2- small:Hair1- hairy                                                         NA
## Size3- medium:Hair1- hairy                                                        NA
## Size4- large:Hair1- hairy                                                         NA
## RecorderKS:TypeBuilder3.5                                                      0.966
## RecorderZW:TypeBuilder3.5                                                      0.966
## RecorderKS:TypeForensics                                                      -0.136
## RecorderZW:TypeForensics                                                      -0.136
## RecorderKS:TypeForestry                                                        0.417
## RecorderZW:TypeForestry                                                        0.417
## RecorderKS:TypeMicroscope                                                      0.001
## RecorderZW:TypeMicroscope                                                      0.001
## RecorderKS:TypeRed1x_Micro                                                    -0.634
## RecorderZW:TypeRed1x_Micro                                                    -0.634
## TypeBuilder3.5:Pigment1- dark                                                  0.020
## TypeForensics:Pigment1- dark                                                   0.030
## TypeForestry:Pigment1- dark                                                    0.061
## TypeMicroscope:Pigment1- dark                                                  0.050
## TypeRed1x_Micro:Pigment1- dark                                                -0.329
## TypeBuilder3.5:Size1- slightly larger than tiny                               -0.086
## TypeForensics:Size1- slightly larger than tiny                                -0.045
## TypeForestry:Size1- slightly larger than tiny                                 -0.138
## TypeMicroscope:Size1- slightly larger than tiny                               -0.035
## TypeRed1x_Micro:Size1- slightly larger than tiny                              -0.528
## TypeBuilder3.5:Size2- small                                                    2.045
## TypeForensics:Size2- small                                                    -0.009
## TypeForestry:Size2- small                                                     -0.066
## TypeMicroscope:Size2- small                                                   -0.363
## TypeRed1x_Micro:Size2- small                                                  -0.722
## TypeBuilder3.5:Size3- medium                                                   0.094
## TypeForensics:Size3- medium                                                    0.109
## TypeForestry:Size3- medium                                                     0.337
## TypeMicroscope:Size3- medium                                                   0.099
## TypeRed1x_Micro:Size3- medium                                                  0.379
## TypeBuilder3.5:Size4- large                                                    0.351
## TypeForensics:Size4- large                                                    -0.158
## TypeForestry:Size4- large                                                      0.679
## TypeMicroscope:Size4- large                                                    0.127
## TypeRed1x_Micro:Size4- large                                                  -0.296
## TypeBuilder3.5:Hair1- hairy                                                   -0.223
## TypeForensics:Hair1- hairy                                                    -0.249
## TypeForestry:Hair1- hairy                                                     -0.402
## TypeMicroscope:Hair1- hairy                                                   -0.129
## TypeRed1x_Micro:Hair1- hairy                                                  -1.664
## RecorderKS:Size1- slightly larger than tiny                                    1.059
## RecorderZW:Size1- slightly larger than tiny                                    1.059
## RecorderKS:Size2- small                                                        1.125
## RecorderZW:Size2- small                                                        1.125
## RecorderKS:Size3- medium                                                       0.934
## RecorderZW:Size3- medium                                                       0.934
## RecorderKS:Size4- large                                                        1.464
## RecorderZW:Size4- large                                                        1.464
## RecorderKS:Hair1- hairy                                                       -1.399
## RecorderZW:Hair1- hairy                                                       -1.399
## RecorderKS:Pigment1- dark                                                      0.983
## RecorderZW:Pigment1- dark                                                      0.983
## Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy                      NA
## Pigment1- dark:Size2- small:Hair1- hairy                                          NA
## Pigment1- dark:Size3- medium:Hair1- hairy                                         NA
## Pigment1- dark:Size4- large:Hair1- hairy                                          NA
## TypeBuilder3.5:Size1- slightly larger than tiny:Hair1- hairy                  -0.006
## TypeForensics:Size1- slightly larger than tiny:Hair1- hairy                   -0.094
## TypeForestry:Size1- slightly larger than tiny:Hair1- hairy                     0.020
## TypeMicroscope:Size1- slightly larger than tiny:Hair1- hairy                  -0.336
## TypeRed1x_Micro:Size1- slightly larger than tiny:Hair1- hairy                  1.203
## TypeBuilder3.5:Size2- small:Hair1- hairy                                          NA
## TypeForensics:Size2- small:Hair1- hairy                                           NA
## TypeForestry:Size2- small:Hair1- hairy                                            NA
## TypeMicroscope:Size2- small:Hair1- hairy                                          NA
## TypeRed1x_Micro:Size2- small:Hair1- hairy                                         NA
## TypeBuilder3.5:Size3- medium:Hair1- hairy                                         NA
## TypeForensics:Size3- medium:Hair1- hairy                                          NA
## TypeForestry:Size3- medium:Hair1- hairy                                           NA
## TypeMicroscope:Size3- medium:Hair1- hairy                                         NA
## TypeRed1x_Micro:Size3- medium:Hair1- hairy                                        NA
## TypeBuilder3.5:Size4- large:Hair1- hairy                                          NA
## TypeForensics:Size4- large:Hair1- hairy                                           NA
## TypeForestry:Size4- large:Hair1- hairy                                            NA
## TypeMicroscope:Size4- large:Hair1- hairy                                          NA
## TypeRed1x_Micro:Size4- large:Hair1- hairy                                         NA
## TypeBuilder3.5:Pigment1- dark:Hair1- hairy                                    -0.150
## TypeForensics:Pigment1- dark:Hair1- hairy                                     -0.067
## TypeForestry:Pigment1- dark:Hair1- hairy                                      -0.770
## TypeMicroscope:Pigment1- dark:Hair1- hairy                                    -0.808
## TypeRed1x_Micro:Pigment1- dark:Hair1- hairy                                   -1.064
## TypeBuilder3.5:Pigment1- dark:Size1- slightly larger than tiny                -0.021
## TypeForensics:Pigment1- dark:Size1- slightly larger than tiny                  0.034
## TypeForestry:Pigment1- dark:Size1- slightly larger than tiny                  -0.020
## TypeMicroscope:Pigment1- dark:Size1- slightly larger than tiny                -0.124
## TypeRed1x_Micro:Pigment1- dark:Size1- slightly larger than tiny                0.349
## TypeBuilder3.5:Pigment1- dark:Size2- small                                        NA
## TypeForensics:Pigment1- dark:Size2- small                                         NA
## TypeForestry:Pigment1- dark:Size2- small                                          NA
## TypeMicroscope:Pigment1- dark:Size2- small                                        NA
## TypeRed1x_Micro:Pigment1- dark:Size2- small                                       NA
## TypeBuilder3.5:Pigment1- dark:Size3- medium                                    0.052
## TypeForensics:Pigment1- dark:Size3- medium                                    -0.089
## TypeForestry:Pigment1- dark:Size3- medium                                      0.278
## TypeMicroscope:Pigment1- dark:Size3- medium                                    0.238
## TypeRed1x_Micro:Pigment1- dark:Size3- medium                                   0.404
## TypeBuilder3.5:Pigment1- dark:Size4- large                                    -0.006
## TypeForensics:Pigment1- dark:Size4- large                                      0.295
## TypeForestry:Pigment1- dark:Size4- large                                       0.262
## TypeMicroscope:Pigment1- dark:Size4- large                                     0.493
## TypeRed1x_Micro:Pigment1- dark:Size4- large                                    0.301
## RecorderKS:Size1- slightly larger than tiny:Hair1- hairy                       1.030
## RecorderZW:Size1- slightly larger than tiny:Hair1- hairy                       1.030
## RecorderKS:Size2- small:Hair1- hairy                                              NA
## RecorderZW:Size2- small:Hair1- hairy                                              NA
## RecorderKS:Size3- medium:Hair1- hairy                                             NA
## RecorderZW:Size3- medium:Hair1- hairy                                             NA
## RecorderKS:Size4- large:Hair1- hairy                                              NA
## RecorderZW:Size4- large:Hair1- hairy                                              NA
## RecorderKS:Pigment1- dark:Size1- slightly larger than tiny                    -0.798
## RecorderZW:Pigment1- dark:Size1- slightly larger than tiny                    -0.798
## RecorderKS:Pigment1- dark:Size2- small                                            NA
## RecorderZW:Pigment1- dark:Size2- small                                            NA
## RecorderKS:Pigment1- dark:Size3- medium                                       -1.197
## RecorderZW:Pigment1- dark:Size3- medium                                       -1.197
## RecorderKS:Pigment1- dark:Size4- large                                        -4.141
## RecorderZW:Pigment1- dark:Size4- large                                        -4.141
## RecorderKS:Pigment1- dark:Hair1- hairy                                         2.979
## RecorderZW:Pigment1- dark:Hair1- hairy                                         2.979
## TypeBuilder3.5:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy       NA
## TypeForensics:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy        NA
## TypeForestry:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy         NA
## TypeMicroscope:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy       NA
## TypeRed1x_Micro:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy      NA
## TypeBuilder3.5:Pigment1- dark:Size2- small:Hair1- hairy                           NA
## TypeForensics:Pigment1- dark:Size2- small:Hair1- hairy                            NA
## TypeForestry:Pigment1- dark:Size2- small:Hair1- hairy                             NA
## TypeMicroscope:Pigment1- dark:Size2- small:Hair1- hairy                           NA
## TypeRed1x_Micro:Pigment1- dark:Size2- small:Hair1- hairy                          NA
## TypeBuilder3.5:Pigment1- dark:Size3- medium:Hair1- hairy                          NA
## TypeForensics:Pigment1- dark:Size3- medium:Hair1- hairy                           NA
## TypeForestry:Pigment1- dark:Size3- medium:Hair1- hairy                            NA
## TypeMicroscope:Pigment1- dark:Size3- medium:Hair1- hairy                          NA
## TypeRed1x_Micro:Pigment1- dark:Size3- medium:Hair1- hairy                         NA
## TypeBuilder3.5:Pigment1- dark:Size4- large:Hair1- hairy                           NA
## TypeForensics:Pigment1- dark:Size4- large:Hair1- hairy                            NA
## TypeForestry:Pigment1- dark:Size4- large:Hair1- hairy                             NA
## TypeMicroscope:Pigment1- dark:Size4- large:Hair1- hairy                           NA
## TypeRed1x_Micro:Pigment1- dark:Size4- large:Hair1- hairy                          NA
## RecorderKS:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy           NA
## RecorderZW:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy           NA
## RecorderKS:Pigment1- dark:Size2- small:Hair1- hairy                               NA
## RecorderZW:Pigment1- dark:Size2- small:Hair1- hairy                               NA
## RecorderKS:Pigment1- dark:Size3- medium:Hair1- hairy                              NA
## RecorderZW:Pigment1- dark:Size3- medium:Hair1- hairy                              NA
## RecorderKS:Pigment1- dark:Size4- large:Hair1- hairy                               NA
## RecorderZW:Pigment1- dark:Size4- large:Hair1- hairy                               NA
##                                                                              Pr(>|t|)
## (Intercept)                                                                   0.80970
## RecorderKS                                                                    0.56173
## RecorderZW                                                                    0.56173
## TypeBuilder3.5                                                                0.72787
## TypeForensics                                                                 0.95260
## TypeForestry                                                                  0.81508
## TypeMicroscope                                                                0.99061
## TypeRed1x_Micro                                                               0.75816
## Pigment1- dark                                                                0.86932
## Size1- slightly larger than tiny                                              0.97162
## Size2- small                                                                  0.81422
## Size3- medium                                                                 0.31628
## Size4- large                                                                  0.62932
## Hair1- hairy                                                                  0.00475
## Pigment1- dark:Size1- slightly larger than tiny                               0.97353
## Pigment1- dark:Size2- small                                                        NA
## Pigment1- dark:Size3- medium                                                  0.84414
## Pigment1- dark:Size4- large                                                   0.04404
## Pigment1- dark:Hair1- hairy                                                   0.67731
## Size1- slightly larger than tiny:Hair1- hairy                                 0.03948
## Size2- small:Hair1- hairy                                                          NA
## Size3- medium:Hair1- hairy                                                         NA
## Size4- large:Hair1- hairy                                                          NA
## RecorderKS:TypeBuilder3.5                                                     0.33476
## RecorderZW:TypeBuilder3.5                                                     0.33476
## RecorderKS:TypeForensics                                                      0.89158
## RecorderZW:TypeForensics                                                      0.89158
## RecorderKS:TypeForestry                                                       0.67707
## RecorderZW:TypeForestry                                                       0.67707
## RecorderKS:TypeMicroscope                                                     0.99929
## RecorderZW:TypeMicroscope                                                     0.99929
## RecorderKS:TypeRed1x_Micro                                                    0.52640
## RecorderZW:TypeRed1x_Micro                                                    0.52640
## TypeBuilder3.5:Pigment1- dark                                                 0.98443
## TypeForensics:Pigment1- dark                                                  0.97588
## TypeForestry:Pigment1- dark                                                   0.95117
## TypeMicroscope:Pigment1- dark                                                 0.96001
## TypeRed1x_Micro:Pigment1- dark                                                0.74237
## TypeBuilder3.5:Size1- slightly larger than tiny                               0.93152
## TypeForensics:Size1- slightly larger than tiny                                0.96428
## TypeForestry:Size1- slightly larger than tiny                                 0.89027
## TypeMicroscope:Size1- slightly larger than tiny                               0.97200
## TypeRed1x_Micro:Size1- slightly larger than tiny                              0.59782
## TypeBuilder3.5:Size2- small                                                   0.04178
## TypeForensics:Size2- small                                                    0.99251
## TypeForestry:Size2- small                                                     0.94721
## TypeMicroscope:Size2- small                                                   0.71652
## TypeRed1x_Micro:Size2- small                                                  0.47058
## TypeBuilder3.5:Size3- medium                                                  0.92479
## TypeForensics:Size3- medium                                                   0.91326
## TypeForestry:Size3- medium                                                    0.73656
## TypeMicroscope:Size3- medium                                                  0.92095
## TypeRed1x_Micro:Size3- medium                                                 0.70486
## TypeBuilder3.5:Size4- large                                                   0.72576
## TypeForensics:Size4- large                                                    0.87437
## TypeForestry:Size4- large                                                     0.49770
## TypeMicroscope:Size4- large                                                   0.89886
## TypeRed1x_Micro:Size4- large                                                  0.76759
## TypeBuilder3.5:Hair1- hairy                                                   0.82406
## TypeForensics:Hair1- hairy                                                    0.80336
## TypeForestry:Hair1- hairy                                                     0.68832
## TypeMicroscope:Hair1- hairy                                                   0.89739
## TypeRed1x_Micro:Hair1- hairy                                                  0.09729
## RecorderKS:Size1- slightly larger than tiny                                   0.29064
## RecorderZW:Size1- slightly larger than tiny                                   0.29064
## RecorderKS:Size2- small                                                       0.26142
## RecorderZW:Size2- small                                                       0.26142
## RecorderKS:Size3- medium                                                      0.35084
## RecorderZW:Size3- medium                                                      0.35084
## RecorderKS:Size4- large                                                       0.14416
## RecorderZW:Size4- large                                                       0.14416
## RecorderKS:Hair1- hairy                                                       0.16277
## RecorderZW:Hair1- hairy                                                       0.16277
## RecorderKS:Pigment1- dark                                                     0.32633
## RecorderZW:Pigment1- dark                                                     0.32633
## Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy                       NA
## Pigment1- dark:Size2- small:Hair1- hairy                                           NA
## Pigment1- dark:Size3- medium:Hair1- hairy                                          NA
## Pigment1- dark:Size4- large:Hair1- hairy                                           NA
## TypeBuilder3.5:Size1- slightly larger than tiny:Hair1- hairy                  0.99551
## TypeForensics:Size1- slightly larger than tiny:Hair1- hairy                   0.92531
## TypeForestry:Size1- slightly larger than tiny:Hair1- hairy                    0.98379
## TypeMicroscope:Size1- slightly larger than tiny:Hair1- hairy                  0.73719
## TypeRed1x_Micro:Size1- slightly larger than tiny:Hair1- hairy                 0.22989
## TypeBuilder3.5:Size2- small:Hair1- hairy                                           NA
## TypeForensics:Size2- small:Hair1- hairy                                            NA
## TypeForestry:Size2- small:Hair1- hairy                                             NA
## TypeMicroscope:Size2- small:Hair1- hairy                                           NA
## TypeRed1x_Micro:Size2- small:Hair1- hairy                                          NA
## TypeBuilder3.5:Size3- medium:Hair1- hairy                                          NA
## TypeForensics:Size3- medium:Hair1- hairy                                           NA
## TypeForestry:Size3- medium:Hair1- hairy                                            NA
## TypeMicroscope:Size3- medium:Hair1- hairy                                          NA
## TypeRed1x_Micro:Size3- medium:Hair1- hairy                                         NA
## TypeBuilder3.5:Size4- large:Hair1- hairy                                           NA
## TypeForensics:Size4- large:Hair1- hairy                                            NA
## TypeForestry:Size4- large:Hair1- hairy                                             NA
## TypeMicroscope:Size4- large:Hair1- hairy                                           NA
## TypeRed1x_Micro:Size4- large:Hair1- hairy                                          NA
## TypeBuilder3.5:Pigment1- dark:Hair1- hairy                                    0.88086
## TypeForensics:Pigment1- dark:Hair1- hairy                                     0.94624
## TypeForestry:Pigment1- dark:Hair1- hairy                                      0.44194
## TypeMicroscope:Pigment1- dark:Hair1- hairy                                    0.41950
## TypeRed1x_Micro:Pigment1- dark:Hair1- hairy                                   0.28803
## TypeBuilder3.5:Pigment1- dark:Size1- slightly larger than tiny                0.98333
## TypeForensics:Pigment1- dark:Size1- slightly larger than tiny                 0.97304
## TypeForestry:Pigment1- dark:Size1- slightly larger than tiny                  0.98435
## TypeMicroscope:Pigment1- dark:Size1- slightly larger than tiny                0.90164
## TypeRed1x_Micro:Pigment1- dark:Size1- slightly larger than tiny               0.72742
## TypeBuilder3.5:Pigment1- dark:Size2- small                                         NA
## TypeForensics:Pigment1- dark:Size2- small                                          NA
## TypeForestry:Pigment1- dark:Size2- small                                           NA
## TypeMicroscope:Pigment1- dark:Size2- small                                         NA
## TypeRed1x_Micro:Pigment1- dark:Size2- small                                        NA
## TypeBuilder3.5:Pigment1- dark:Size3- medium                                   0.95817
## TypeForensics:Pigment1- dark:Size3- medium                                    0.92908
## TypeForestry:Pigment1- dark:Size3- medium                                     0.78089
## TypeMicroscope:Pigment1- dark:Size3- medium                                   0.81221
## TypeRed1x_Micro:Pigment1- dark:Size3- medium                                  0.68680
## TypeBuilder3.5:Pigment1- dark:Size4- large                                    0.99487
## TypeForensics:Pigment1- dark:Size4- large                                     0.76804
## TypeForestry:Pigment1- dark:Size4- large                                      0.79320
## TypeMicroscope:Pigment1- dark:Size4- large                                    0.62233
## TypeRed1x_Micro:Pigment1- dark:Size4- large                                   0.76393
## RecorderKS:Size1- slightly larger than tiny:Hair1- hairy                      0.30371
## RecorderZW:Size1- slightly larger than tiny:Hair1- hairy                      0.30371
## RecorderKS:Size2- small:Hair1- hairy                                               NA
## RecorderZW:Size2- small:Hair1- hairy                                               NA
## RecorderKS:Size3- medium:Hair1- hairy                                              NA
## RecorderZW:Size3- medium:Hair1- hairy                                              NA
## RecorderKS:Size4- large:Hair1- hairy                                               NA
## RecorderZW:Size4- large:Hair1- hairy                                               NA
## RecorderKS:Pigment1- dark:Size1- slightly larger than tiny                    0.42573
## RecorderZW:Pigment1- dark:Size1- slightly larger than tiny                    0.42573
## RecorderKS:Pigment1- dark:Size2- small                                             NA
## RecorderZW:Pigment1- dark:Size2- small                                             NA
## RecorderKS:Pigment1- dark:Size3- medium                                       0.23228
## RecorderZW:Pigment1- dark:Size3- medium                                       0.23228
## RecorderKS:Pigment1- dark:Size4- large                                       4.54e-05
## RecorderZW:Pigment1- dark:Size4- large                                       4.54e-05
## RecorderKS:Pigment1- dark:Hair1- hairy                                        0.00313
## RecorderZW:Pigment1- dark:Hair1- hairy                                        0.00313
## TypeBuilder3.5:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy        NA
## TypeForensics:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy         NA
## TypeForestry:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy          NA
## TypeMicroscope:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy        NA
## TypeRed1x_Micro:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy       NA
## TypeBuilder3.5:Pigment1- dark:Size2- small:Hair1- hairy                            NA
## TypeForensics:Pigment1- dark:Size2- small:Hair1- hairy                             NA
## TypeForestry:Pigment1- dark:Size2- small:Hair1- hairy                              NA
## TypeMicroscope:Pigment1- dark:Size2- small:Hair1- hairy                            NA
## TypeRed1x_Micro:Pigment1- dark:Size2- small:Hair1- hairy                           NA
## TypeBuilder3.5:Pigment1- dark:Size3- medium:Hair1- hairy                           NA
## TypeForensics:Pigment1- dark:Size3- medium:Hair1- hairy                            NA
## TypeForestry:Pigment1- dark:Size3- medium:Hair1- hairy                             NA
## TypeMicroscope:Pigment1- dark:Size3- medium:Hair1- hairy                           NA
## TypeRed1x_Micro:Pigment1- dark:Size3- medium:Hair1- hairy                          NA
## TypeBuilder3.5:Pigment1- dark:Size4- large:Hair1- hairy                            NA
## TypeForensics:Pigment1- dark:Size4- large:Hair1- hairy                             NA
## TypeForestry:Pigment1- dark:Size4- large:Hair1- hairy                              NA
## TypeMicroscope:Pigment1- dark:Size4- large:Hair1- hairy                            NA
## TypeRed1x_Micro:Pigment1- dark:Size4- large:Hair1- hairy                           NA
## RecorderKS:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy            NA
## RecorderZW:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy            NA
## RecorderKS:Pigment1- dark:Size2- small:Hair1- hairy                                NA
## RecorderZW:Pigment1- dark:Size2- small:Hair1- hairy                                NA
## RecorderKS:Pigment1- dark:Size3- medium:Hair1- hairy                               NA
## RecorderZW:Pigment1- dark:Size3- medium:Hair1- hairy                               NA
## RecorderKS:Pigment1- dark:Size4- large:Hair1- hairy                                NA
## RecorderZW:Pigment1- dark:Size4- large:Hair1- hairy                                NA
##                                                                                 
## (Intercept)                                                                     
## RecorderKS                                                                      
## RecorderZW                                                                      
## TypeBuilder3.5                                                                  
## TypeForensics                                                                   
## TypeForestry                                                                    
## TypeMicroscope                                                                  
## TypeRed1x_Micro                                                                 
## Pigment1- dark                                                                  
## Size1- slightly larger than tiny                                                
## Size2- small                                                                    
## Size3- medium                                                                   
## Size4- large                                                                    
## Hair1- hairy                                                                 ** 
## Pigment1- dark:Size1- slightly larger than tiny                                 
## Pigment1- dark:Size2- small                                                     
## Pigment1- dark:Size3- medium                                                    
## Pigment1- dark:Size4- large                                                  *  
## Pigment1- dark:Hair1- hairy                                                     
## Size1- slightly larger than tiny:Hair1- hairy                                *  
## Size2- small:Hair1- hairy                                                       
## Size3- medium:Hair1- hairy                                                      
## Size4- large:Hair1- hairy                                                       
## RecorderKS:TypeBuilder3.5                                                       
## RecorderZW:TypeBuilder3.5                                                       
## RecorderKS:TypeForensics                                                        
## RecorderZW:TypeForensics                                                        
## RecorderKS:TypeForestry                                                         
## RecorderZW:TypeForestry                                                         
## RecorderKS:TypeMicroscope                                                       
## RecorderZW:TypeMicroscope                                                       
## RecorderKS:TypeRed1x_Micro                                                      
## RecorderZW:TypeRed1x_Micro                                                      
## TypeBuilder3.5:Pigment1- dark                                                   
## TypeForensics:Pigment1- dark                                                    
## TypeForestry:Pigment1- dark                                                     
## TypeMicroscope:Pigment1- dark                                                   
## TypeRed1x_Micro:Pigment1- dark                                                  
## TypeBuilder3.5:Size1- slightly larger than tiny                                 
## TypeForensics:Size1- slightly larger than tiny                                  
## TypeForestry:Size1- slightly larger than tiny                                   
## TypeMicroscope:Size1- slightly larger than tiny                                 
## TypeRed1x_Micro:Size1- slightly larger than tiny                                
## TypeBuilder3.5:Size2- small                                                  *  
## TypeForensics:Size2- small                                                      
## TypeForestry:Size2- small                                                       
## TypeMicroscope:Size2- small                                                     
## TypeRed1x_Micro:Size2- small                                                    
## TypeBuilder3.5:Size3- medium                                                    
## TypeForensics:Size3- medium                                                     
## TypeForestry:Size3- medium                                                      
## TypeMicroscope:Size3- medium                                                    
## TypeRed1x_Micro:Size3- medium                                                   
## TypeBuilder3.5:Size4- large                                                     
## TypeForensics:Size4- large                                                      
## TypeForestry:Size4- large                                                       
## TypeMicroscope:Size4- large                                                     
## TypeRed1x_Micro:Size4- large                                                    
## TypeBuilder3.5:Hair1- hairy                                                     
## TypeForensics:Hair1- hairy                                                      
## TypeForestry:Hair1- hairy                                                       
## TypeMicroscope:Hair1- hairy                                                     
## TypeRed1x_Micro:Hair1- hairy                                                 .  
## RecorderKS:Size1- slightly larger than tiny                                     
## RecorderZW:Size1- slightly larger than tiny                                     
## RecorderKS:Size2- small                                                         
## RecorderZW:Size2- small                                                         
## RecorderKS:Size3- medium                                                        
## RecorderZW:Size3- medium                                                        
## RecorderKS:Size4- large                                                         
## RecorderZW:Size4- large                                                         
## RecorderKS:Hair1- hairy                                                         
## RecorderZW:Hair1- hairy                                                         
## RecorderKS:Pigment1- dark                                                       
## RecorderZW:Pigment1- dark                                                       
## Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy                    
## Pigment1- dark:Size2- small:Hair1- hairy                                        
## Pigment1- dark:Size3- medium:Hair1- hairy                                       
## Pigment1- dark:Size4- large:Hair1- hairy                                        
## TypeBuilder3.5:Size1- slightly larger than tiny:Hair1- hairy                    
## TypeForensics:Size1- slightly larger than tiny:Hair1- hairy                     
## TypeForestry:Size1- slightly larger than tiny:Hair1- hairy                      
## TypeMicroscope:Size1- slightly larger than tiny:Hair1- hairy                    
## TypeRed1x_Micro:Size1- slightly larger than tiny:Hair1- hairy                   
## TypeBuilder3.5:Size2- small:Hair1- hairy                                        
## TypeForensics:Size2- small:Hair1- hairy                                         
## TypeForestry:Size2- small:Hair1- hairy                                          
## TypeMicroscope:Size2- small:Hair1- hairy                                        
## TypeRed1x_Micro:Size2- small:Hair1- hairy                                       
## TypeBuilder3.5:Size3- medium:Hair1- hairy                                       
## TypeForensics:Size3- medium:Hair1- hairy                                        
## TypeForestry:Size3- medium:Hair1- hairy                                         
## TypeMicroscope:Size3- medium:Hair1- hairy                                       
## TypeRed1x_Micro:Size3- medium:Hair1- hairy                                      
## TypeBuilder3.5:Size4- large:Hair1- hairy                                        
## TypeForensics:Size4- large:Hair1- hairy                                         
## TypeForestry:Size4- large:Hair1- hairy                                          
## TypeMicroscope:Size4- large:Hair1- hairy                                        
## TypeRed1x_Micro:Size4- large:Hair1- hairy                                       
## TypeBuilder3.5:Pigment1- dark:Hair1- hairy                                      
## TypeForensics:Pigment1- dark:Hair1- hairy                                       
## TypeForestry:Pigment1- dark:Hair1- hairy                                        
## TypeMicroscope:Pigment1- dark:Hair1- hairy                                      
## TypeRed1x_Micro:Pigment1- dark:Hair1- hairy                                     
## TypeBuilder3.5:Pigment1- dark:Size1- slightly larger than tiny                  
## TypeForensics:Pigment1- dark:Size1- slightly larger than tiny                   
## TypeForestry:Pigment1- dark:Size1- slightly larger than tiny                    
## TypeMicroscope:Pigment1- dark:Size1- slightly larger than tiny                  
## TypeRed1x_Micro:Pigment1- dark:Size1- slightly larger than tiny                 
## TypeBuilder3.5:Pigment1- dark:Size2- small                                      
## TypeForensics:Pigment1- dark:Size2- small                                       
## TypeForestry:Pigment1- dark:Size2- small                                        
## TypeMicroscope:Pigment1- dark:Size2- small                                      
## TypeRed1x_Micro:Pigment1- dark:Size2- small                                     
## TypeBuilder3.5:Pigment1- dark:Size3- medium                                     
## TypeForensics:Pigment1- dark:Size3- medium                                      
## TypeForestry:Pigment1- dark:Size3- medium                                       
## TypeMicroscope:Pigment1- dark:Size3- medium                                     
## TypeRed1x_Micro:Pigment1- dark:Size3- medium                                    
## TypeBuilder3.5:Pigment1- dark:Size4- large                                      
## TypeForensics:Pigment1- dark:Size4- large                                       
## TypeForestry:Pigment1- dark:Size4- large                                        
## TypeMicroscope:Pigment1- dark:Size4- large                                      
## TypeRed1x_Micro:Pigment1- dark:Size4- large                                     
## RecorderKS:Size1- slightly larger than tiny:Hair1- hairy                        
## RecorderZW:Size1- slightly larger than tiny:Hair1- hairy                        
## RecorderKS:Size2- small:Hair1- hairy                                            
## RecorderZW:Size2- small:Hair1- hairy                                            
## RecorderKS:Size3- medium:Hair1- hairy                                           
## RecorderZW:Size3- medium:Hair1- hairy                                           
## RecorderKS:Size4- large:Hair1- hairy                                            
## RecorderZW:Size4- large:Hair1- hairy                                            
## RecorderKS:Pigment1- dark:Size1- slightly larger than tiny                      
## RecorderZW:Pigment1- dark:Size1- slightly larger than tiny                      
## RecorderKS:Pigment1- dark:Size2- small                                          
## RecorderZW:Pigment1- dark:Size2- small                                          
## RecorderKS:Pigment1- dark:Size3- medium                                         
## RecorderZW:Pigment1- dark:Size3- medium                                         
## RecorderKS:Pigment1- dark:Size4- large                                       ***
## RecorderZW:Pigment1- dark:Size4- large                                       ***
## RecorderKS:Pigment1- dark:Hair1- hairy                                       ** 
## RecorderZW:Pigment1- dark:Hair1- hairy                                       ** 
## TypeBuilder3.5:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy     
## TypeForensics:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy      
## TypeForestry:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy       
## TypeMicroscope:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy     
## TypeRed1x_Micro:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy    
## TypeBuilder3.5:Pigment1- dark:Size2- small:Hair1- hairy                         
## TypeForensics:Pigment1- dark:Size2- small:Hair1- hairy                          
## TypeForestry:Pigment1- dark:Size2- small:Hair1- hairy                           
## TypeMicroscope:Pigment1- dark:Size2- small:Hair1- hairy                         
## TypeRed1x_Micro:Pigment1- dark:Size2- small:Hair1- hairy                        
## TypeBuilder3.5:Pigment1- dark:Size3- medium:Hair1- hairy                        
## TypeForensics:Pigment1- dark:Size3- medium:Hair1- hairy                         
## TypeForestry:Pigment1- dark:Size3- medium:Hair1- hairy                          
## TypeMicroscope:Pigment1- dark:Size3- medium:Hair1- hairy                        
## TypeRed1x_Micro:Pigment1- dark:Size3- medium:Hair1- hairy                       
## TypeBuilder3.5:Pigment1- dark:Size4- large:Hair1- hairy                         
## TypeForensics:Pigment1- dark:Size4- large:Hair1- hairy                          
## TypeForestry:Pigment1- dark:Size4- large:Hair1- hairy                           
## TypeMicroscope:Pigment1- dark:Size4- large:Hair1- hairy                         
## TypeRed1x_Micro:Pigment1- dark:Size4- large:Hair1- hairy                        
## RecorderKS:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy         
## RecorderZW:Pigment1- dark:Size1- slightly larger than tiny:Hair1- hairy         
## RecorderKS:Pigment1- dark:Size2- small:Hair1- hairy                             
## RecorderZW:Pigment1- dark:Size2- small:Hair1- hairy                             
## RecorderKS:Pigment1- dark:Size3- medium:Hair1- hairy                            
## RecorderZW:Pigment1- dark:Size3- medium:Hair1- hairy                            
## RecorderKS:Pigment1- dark:Size4- large:Hair1- hairy                             
## RecorderZW:Pigment1- dark:Size4- large:Hair1- hairy                             
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for gaussian family taken to be 0.0567957)
## 
##     Null deviance: 38.768  on 395  degrees of freedom
## Residual deviance: 16.471  on 290  degrees of freedom
## AIC: 78.587
## 
## Number of Fisher Scoring iterations: 2